Reply by Authors
Bibliographic record
Abstract
No AccessJournal of UrologyAdult Urology1 Oct 2021Reply by Authorsis a reply to letterEditorial CommentEditorial Comment Karin Lifshitz, Yaara Ber, Chen Shenhar, Jan Nillson, Avivit Peer, Eli Rosenbaum, Jack Baniel, Daniel Kedar, Osnat Itzhaki Ben Zadok, and David Margel Karin LifshitzKarin Lifshitz http://orcid.org/0000-0002-5668-1330 Israel Defense Forces Medical Corps, Ramat Gan, Israel More articles by this author , Yaara BerYaara Ber http://orcid.org/0000-0002-0013-723X Division of Urology, Rabin Medical Center, Petach Tikva, Israel More articles by this author , Chen ShenharChen Shenhar http://orcid.org/0000-0001-5320-5403 Division of Urology, Rabin Medical Center, Petach Tikva, Israel More articles by this author , Jan NillsonJan Nillson http://orcid.org/0000-0002-9752-7479 Department of Medicine, Malmö University Hospital, Lund University, Malmö, Sweden More articles by this author , Avivit PeerAvivit Peer Department of Oncology, Rambam Health Care Campus, Haifa, Israel Rappaport Faculty of Medicine, Technion, Haifa, Israel More articles by this author , Eli RosenbaumEli Rosenbaum Davidoff Cancer Centre, Rabin Medical Center, Petach Tikva, Israel More articles by this author , Jack BanielJack Baniel Division of Urology, Rabin Medical Center, Petach Tikva, Israel Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel More articles by this author , Daniel KedarDaniel Kedar Division of Urology, Rabin Medical Center, Petach Tikva, Israel More articles by this author , Osnat Itzhaki Ben ZadokOsnat Itzhaki Ben Zadok Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel Division of Cardiology, Rabin Medical Center, Petach Tikva, Israel More articles by this author , and David MargelDavid Margel *Correspondence: Division of Urology, Rabin Medical Center, 39 Jabotinski Rd., Petah Tikva49100, Israel telephone: 972-50-7890053; FAX: 972-3-9376555; E-mail Address: [email protected] Division of Urology, Rabin Medical Center, Petach Tikva, Israel Davidoff Cancer Centre, Rabin Medical Center, Petach Tikva, Israel More articles by this author View All Author Informationhttps://doi.org/10.1097/JU.0000000000001879.03AboutFull TextPDF ToolsAdd to favoritesDownload CitationsTrack CitationsPermissionsReprints ShareFacebookLinked InTwitterEmail "Reply by Authors." The Journal of Urology, 206(4), p. 959 References 1. : Cardio-oncology: principles and organisational issues. Available at https://www.escardio.org/Journals/E-Journal-of-Cardiology-Practice/Volume-16/Cardio-oncology-principles-and-organisational-issues. Accessed January 2, 2021. Google Scholar 2. : Cardio-oncology: vascular and metabolic perspectives: a scientific statement from the American Heart Association. Circulation 2019; 139: E579. Google Scholar 3. : Canadian Cardiovascular Society guidelines for evaluation and management of cardiovascular complications of cancer therapy. Can J Cardiol 2016; 32: 831. Google Scholar © 2021 by American Urological Association Education and Research, Inc.FiguresReferencesRelatedDetailsRelated articlesJournal of UrologyJul 14, 2021, 12:00:00 AMEditorial CommentJournal of UrologyJul 14, 2021, 12:00:00 AMEditorial Comment Volume 206Issue 4October 2021Page: 959-959 Advertisement Copyright & Permissions© 2021 by American Urological Association Education and Research, Inc.MetricsAuthor Information Karin Lifshitz Israel Defense Forces Medical Corps, Ramat Gan, Israel More articles by this author Yaara Ber Division of Urology, Rabin Medical Center, Petach Tikva, Israel More articles by this author Chen Shenhar Division of Urology, Rabin Medical Center, Petach Tikva, Israel More articles by this author Jan Nillson Department of Medicine, Malmö University Hospital, Lund University, Malmö, Sweden More articles by this author Avivit Peer Department of Oncology, Rambam Health Care Campus, Haifa, Israel Rappaport Faculty of Medicine, Technion, Haifa, Israel More articles by this author Eli Rosenbaum Davidoff Cancer Centre, Rabin Medical Center, Petach Tikva, Israel More articles by this author Jack Baniel Division of Urology, Rabin Medical Center, Petach Tikva, Israel Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel More articles by this author Daniel Kedar Division of Urology, Rabin Medical Center, Petach Tikva, Israel More articles by this author Osnat Itzhaki Ben Zadok Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel Division of Cardiology, Rabin Medical Center, Petach Tikva, Israel More articles by this author David Margel Division of Urology, Rabin Medical Center, Petach Tikva, Israel Davidoff Cancer Centre, Rabin Medical Center, Petach Tikva, Israel *Correspondence: Division of Urology, Rabin Medical Center, 39 Jabotinski Rd., Petah Tikva49100, Israel telephone: 972-50-7890053; FAX: 972-3-9376555; E-mail Address: [email protected] More articles by this author Expand All Advertisement PDF DownloadLoading ...
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.004 | 0.055 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.002 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.003 | 0.002 |
| Scholarly communication | 0.005 | 0.005 |
| Open science | 0.002 | 0.003 |
| Research integrity | 0.020 | 0.022 |
| Insufficient payload (model declined to judge) | 0.119 | 0.097 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".